Explicit 3D vertical coupling emerges as a key inductive bias for ML emulation of SSW dynamics in idealised Isca runs, though prediction skill does not guarantee physical fidelity in wave driving.
and Durran, Dale R
2 Pith papers cite this work. Polarity classification is still indexing.
2
Pith papers citing it
fields
cs.LG 2years
2026 2verdicts
UNVERDICTED 2representative citing papers
GraphCast shows regime-dependent skill versus ECMWF HRES in Brazil, underperforming on winter baroclinic systems in medium range but gaining in extended range and summer moisture transport.
citing papers explorer
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Investigating Inductive Biases for Machine Learning Emulation of Sudden Stratospheric Warmings in Idealised Isca Simulations
Explicit 3D vertical coupling emerges as a key inductive bias for ML emulation of SSW dynamics in idealised Isca runs, though prediction skill does not guarantee physical fidelity in wave driving.
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Performance Evaluation of GraphCast for Medium-Range Weather Forecasting over Brazil
GraphCast shows regime-dependent skill versus ECMWF HRES in Brazil, underperforming on winter baroclinic systems in medium range but gaining in extended range and summer moisture transport.